A spherical convolution approach for learning long term viewport prediction in 360 immersive video

C Wu, R Zhang, Z Wang, L Sun - … of the AAAI Conference on Artificial …, 2020 - ojs.aaai.org
Viewport prediction for 360 video forecasts a viewer's viewport when he/she watches a 360
video with a head-mounted display, which benefits many VR/AR applications such as 360 …

Viewing behavior supported visual saliency predictor for 360 degree videos

Y Zhu, G Zhai, Y Yang, H Duan, X Min… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
In virtual reality (VR), correct and precise estimations of user's visual fixations and head
movements can enhance the quality of experience by allocating more computation …

Robust and resource-efficient machine learning aided viewport prediction in virtual reality

Y Jiang, K Poularakis, D Kiedanski… - … Conference on Big …, 2022 - ieeexplore.ieee.org
360-degree panoramic videos have gained considerable attention in recent years due to the
rapid development of head-mounted displays (HMDs) and panoramic cameras. One major …

LiveObj: Object semantics-based viewport prediction for live mobile virtual reality streaming

X Feng, Z Bao, S Wei - IEEE Transactions on Visualization and …, 2021 - ieeexplore.ieee.org
Virtual reality (VR) video streaming (aka, 360-degree video streaming) has been gaining
popularity recently as a new form of multimedia providing the users with immersive viewing …

ATSal: An Attention Based Architecture for Saliency Prediction in 360 Videos

Y Dahou, M Tliba, K McGuinness… - … Conference on Pattern …, 2021 - Springer
The spherical domain representation of 360^ ∘∘ video/image presents many challenges
related to the storage, processing, transmission and rendering of omnidirectional videos …

Saliency Prediction Network for Videos

Y Zhang, F Dai, Y Ma, H Li, Q Zhao… - IEEE Journal of …, 2019 - ieeexplore.ieee.org
Panoramic videos are becoming more and more easily obtained for common users.
Although these videos have 360° field of view, they are usually displayed with perspective …

Viewport prediction for panoramic video with multi-CNN

X Li, S Wang, C Zhu, L Song, R Xie… - 2019 IEEE International …, 2019 - ieeexplore.ieee.org
Real-time interaction has become increasingly important. At the same time, panoramic video
has gradually become popular. In this paper, the problem we study is predicting the Field-of …

Salgan360: Visual saliency prediction on 360 degree images with generative adversarial networks

FY Chao, L Zhang, W Hamidouche… - … on Multimedia & Expo …, 2018 - ieeexplore.ieee.org
Understanding visual attention of observers on 360° images gains interest along with the
booming trend of Virtual Reality applications. Extending existing saliency prediction …

Viewport-driven adaptive 360◦ live streaming optimization framework

S Peng, J Hu, H Xiao, S Yang, C Xu - Journal of Networking and …, 2022 - iecscience.org
Virtual reality (VR) video streaming and 360◦ panoramic video have received extensive
attention in recent years, which can bring users an immersive experience. However, the ultra …

SVP: Sinusoidal viewport prediction for 360-degree video streaming

X Jiang, SA Naas, YH Chiang, S Sigg, Y Ji - IEEE Access, 2020 - ieeexplore.ieee.org
The rapid growth of user expectations and network technologies has proliferated the service
needs of 360-degree video streaming. In the light of the unprecedented bitrates required to …